{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4.数据计算与统计作业"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4.1 计算股票600104、600518的协方差"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                       stock1    stock2\n",
      "datetime                               \n",
      "2017-11-14 15:00:00  0.043045  0.002651\n",
      "2017-11-15 15:00:00  0.036337  0.024635\n",
      "2017-11-16 15:00:00  0.024782  0.037083\n",
      "2017-11-17 15:00:00  0.023714  0.058516\n",
      "2017-11-20 15:00:00  0.018449  0.060852\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          stock1    stock2\n",
      "stock1  0.000820  0.000245\n",
      "stock2  0.000245  0.000599\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4.2 投一个骰子，1\\6概率为6，投了6次，重复60轮，平均每轮骰子为6的次数时多少？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1224fe1f438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4.3 读取股票600030数据，并利用talib模块，制作CCI的绘图，周期默认为10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12250da4588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
